{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This demo shows how to detect faces from video and displays result in realtime\n",
    "\n",
    "You need OpenCV installed to run this example. To install it, run ___pip install opencv-python___\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline \n",
    "import face_recognition\n",
    "import cv2\n",
    "import matplotlib.patches as patches\n",
    "from IPython.display import clear_output\n",
    "from matplotlib.pyplot import imshow\n",
    "import matplotlib.pylab as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAADrCAYAAABn7V3CAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAR/ZM0ufICocAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f38f8c8c3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Loading video for face detection\n",
    "video_capture = cv2.VideoCapture(\"../hamilton_clip.mp4\")\n",
    "\n",
    "frame_count = 0\n",
    "\n",
    "while video_capture.isOpened():    \n",
    "    # Grab a single frame of video\n",
    "    ret, frame = video_capture.read()\n",
    "\n",
    "    # Bail out when the video file ends\n",
    "    if not ret:\n",
    "        video_capture.release()\n",
    "        break\n",
    "        \n",
    "    # We will search face in every 15 frames to speed up process.\n",
    "    frame_count += 1\n",
    "    if frame_count % 15 == 0:    \n",
    "        frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\n",
    "        \n",
    "        # Display video frame\n",
    "        title(\"Input Stream\")\n",
    "        plt.imshow(frame)        \n",
    "\n",
    "        # Find all the faces and face encodings in the current frame of video\n",
    "        rgb_frame = frame[:, :, ::-1]\n",
    "        face_locations = face_recognition.face_locations(rgb_frame)\n",
    "        \n",
    "        # If faces were found, we will mark it on frame with blue dots\n",
    "        for face_location in face_locations:        \n",
    "            plt.plot(face_location[1], face_location[0], 'bo')\n",
    "            plt.plot(face_location[1], face_location[2], 'bo')\n",
    "            plt.plot(face_location[3], face_location[2], 'bo')\n",
    "            plt.plot(face_location[3], face_location[0], 'bo')\n",
    "\n",
    "        # Show frame...\n",
    "        plt.show() \n",
    "        # ... and hold it until a new frame appears\n",
    "        clear_output(wait=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
